functime is a time-series machine learning library focused on global forecasting and automated feature extraction for panel data. It provides preprocessing transforms, cross-validation splitters (expanding/sliding windows), and forecast metrics like MASE and SMAPE. Built as lazy Polars transforms to enable embarrassingly parallel computation across thousands of time series.